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Ranking · AI models

AI models to evaluate for healthcare

Clinical summaries, coding and documentation support. Accuracy comes first; compliance (HIPAA, personal data) is validated with each provider.

Criteria ranked by the LLM Stats reasoning index. This is not a clinical certification and does not replace regulatory validation.

Data reviewed on Nov 4, 2026 · 28 of 36 models publish this figure.

  1. 01
    58.5Reasoning
  2. 02
    56.0Reasoning
  3. 03
    55.7Reasoning
#ModelReasoningBlended priceCost-benefitContext
01Claude Opus 5.5Anthropic58.5$8.007.5 pts/USD1.00M
02Claude Sonnet 5.5Anthropic56.0$4.0014.5 pts/USD1.00M
03GPT-6 AstraOpenAI55.7$20.002.9 pts/USD1.05M
04Kimi K3.1 ProMoonshot AI54.3$4.0013.9 pts/USD1.05M
05Claude Opus 5Anthropic53.0$10.005.3 pts/USD1.00M
06Gemini 4 ArgonGoogle51.9$4.0013.6 pts/USD1.05M
07GPT-5.6 SolOpenAI51.5$8.006.6 pts/USD1.05M
08GPT-6.1 SolOpenAI50.7$4.0013.3 pts/USD1.05M
09Kimi K3Moonshot AI50.3$6.008.6 pts/USD1.05M
10Claude Fable 5.1Anthropic50.1$20.002.6 pts/USD1.00M
11Muse Spark 1.3Meta50.1$2.0026.0 pts/USD—
12GLM-5.3Z.ai (Zhipu AI)50.0$2.1523.5 pts/USD—
13Qwen3.8 MaxAlibaba Cloud49.4$3.0016.8 pts/USD—
14GPT-6.1 TerraOpenAI49.1$2.0023.8 pts/USD1.05M
15Qwen3.8 FlashAlibaba Cloud48.1$0.23207.8 pts/USD—
16DeepSeek V4.1 FlashDeepSeek48.0$0.52597.0 pts/USD1.00M
17DeepSeek V4 ProDeepSeek47.4$1.9825.0 pts/USD1.00M
18GLM-5.3 FlashZ.ai (Zhipu AI)47.2$0.2375203.4 pts/USD—
19GPT-5.6 TerraOpenAI46.9$4.5010.9 pts/USD1.05M
20Claude Sonnet 5Anthropic46.5$4.0011.7 pts/USD1.00M
21Claude Haiku 5.5Anthropic46.5$0.20247.0 pts/USD1.00M
22Gemini 3.8 FlashGoogle46.0$1.5032.6 pts/USD1.05M
23Grok 4.6xAI46.0$3.0014.8 pts/USD500K
24MiniMax M3.1 FlashMiniMax45.3$0.2625184.4 pts/USD—
25Mistral Large 4Mistral AI45.1$1.0544.7 pts/USD1.00M
26GPT-5.6 LunaOpenAI42.5$0.4597.8 pts/USD1.05M
27Grok 4.7xAI41.8$3.0015.4 pts/USD500K
28GPT-6 LunaOpenAI39.2$0.20215.5 pts/USD1.05M

How it is calculated

  • The indexes (overall, reasoning, coding) are the ones LLM Stats publishes; Codifly does not run these tests.
  • Prices are each provider's official standard API prices, without caching or batching.
  • The blended price weighs 3 input tokens per output token; cost-benefit divides the overall index by that price.
Methodology and sources

Which one fits your case?

The top of a ranking is not always the most cost-effective at your volume. Estimate your cost or ask us for a written recommendation.

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Frequently asked questions

Which is the best AI model for healthcare?

Claude Opus 5.5 (58.5) leads this ranking, followed by Claude Sonnet 5.5 (56.0) · GPT-6 Astra (55.7). Data reviewed on Nov 4, 2026.

Which model in this ranking has the best price-performance?

Claude Haiku 5.5: 247.0 LLM Stats index points per dollar, at a blended price of $0.20 per million tokens.

How is this ranking calculated?

ranked by the LLM Stats reasoning index. This is not a clinical certification and does not replace regulatory validation. The indexes (overall, reasoning, coding) are the ones LLM Stats publishes; Codifly does not run these tests. Prices are each provider's official standard API prices, without caching or batching. The blended price weighs 3 input tokens per output token; cost-benefit divides the overall index by that price.

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